2 |
Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality ...
|
|
|
|
Abstract:
We present a novel task and dataset for evaluating the ability of vision and language models to conduct visio-linguistic compositional reasoning, which we call Winoground. Given two images and two captions, the goal is to match them correctly - but crucially, both captions contain a completely identical set of words, only in a different order. The dataset was carefully hand-curated by expert annotators and is labeled with a rich set of fine-grained tags to assist in analyzing model performance. We probe a diverse range of state-of-the-art vision and language models and find that, surprisingly, none of them do much better than chance. Evidently, these models are not as skilled at visio-linguistic compositional reasoning as we might have hoped. We perform an extensive analysis to obtain insights into how future work might try to mitigate these models' shortcomings. We aim for Winoground to serve as a useful evaluation set for advancing the state of the art and driving further progress in the field. The dataset ... : CVPR 2022 ...
|
|
Keyword:
Computation and Language cs.CL; Computer Vision and Pattern Recognition cs.CV; FOS Computer and information sciences
|
|
URL: https://dx.doi.org/10.48550/arxiv.2204.03162 https://arxiv.org/abs/2204.03162
|
|
BASE
|
|
Hide details
|
|
3 |
Investigating Failures of Automatic Translation in the Case of Unambiguous Gender ...
|
|
|
|
BASE
|
|
Show details
|
|
4 |
On the Relationships Between the Grammatical Genders of Inanimate Nouns and Their Co-Occurring Adjectives and Verbs ...
|
|
|
|
BASE
|
|
Show details
|
|
5 |
SIGMORPHON 2020 Shared Task 0: Typologically Diverse Morphological Inflection ...
|
|
|
|
BASE
|
|
Show details
|
|
11 |
On the Idiosyncrasies of the Mandarin Chinese Classifier System ...
|
|
|
|
BASE
|
|
Show details
|
|
13 |
XNLI: Evaluating Cross-lingual Sentence Representations ...
|
|
|
|
BASE
|
|
Show details
|
|
14 |
Verb Argument Structure Alternations in Word and Sentence Embeddings ...
|
|
|
|
BASE
|
|
Show details
|
|
15 |
The RepEval 2017 Shared Task: Multi-Genre Natural Language Inference with Sentence Representations ...
|
|
|
|
BASE
|
|
Show details
|
|
|
|